{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-10-13T08:28:05.636775Z",
     "start_time": "2025-10-13T08:28:05.475656Z"
    }
   },
   "source": [
    "#折线图\n",
    "import matplotlib.pyplot as plt\n",
    "from PyQt5.QtWidgets.QWidget import width\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "month = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月']\n",
    "sales = [100, 120, 180, 200, 220, 250, 280, 300, 320, 350, 380, 400]\n",
    "sales2 = [80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190]\n",
    "plt.plot(month,sales,label = '销售额', color = 'r', marker = 'o', markersize = 5, linewidth = 2)\n",
    "plt.plot(month,sales2,label = '销售额2', color = 'b', marker = 'o', markersize = 5, linewidth = 2, linestyle = '-')\n",
    "#添加文本\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "for x,y in zip(month,sales2):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "plt.title('月销售额', fontsize = 20)\n",
    "plt.xlabel('月份', fontsize = 15)\n",
    "plt.ylabel('销售额', fontsize = 15)\n",
    "plt.grid(True,linestyle = '--',alpha = 0.5)#网格\n",
    "plt.ylim(0,500)#设置y轴范围\n",
    "plt.xticks(fontsize = 15)#设置x轴刻度\n",
    "plt.yticks(fontsize = 15)#设置y轴刻度\n",
    "plt.legend(loc = 'best')#显示图例\n",
    "plt.tight_layout()#避免坐标轴重叠\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T08:32:44.577578Z",
     "start_time": "2025-10-13T08:32:44.417637Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#柱形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "month = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月']\n",
    "sales = [100, 120, 180, 200, 220, 250, 280, 300, 320, 350, 380, 400]\n",
    "sales2 = [80, 90, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190]\n",
    "plt.bar(month,sales,label = '销售额', color = 'r', width = 0.5, alpha = 0.5)\n",
    "plt.bar(month,sales2,label = '销售额2', color = 'y', width = 0.5, alpha = 0.5)\n",
    "#添加文本\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "for x,y in zip(month,sales2):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "plt.title('月销售额', fontsize = 20)\n",
    "plt.xlabel('月份', fontsize = 15)\n",
    "plt.ylabel('销售额', fontsize = 15)\n",
    "plt.grid(axis='y',linestyle = '--',alpha = 0.5)#网格\n",
    "plt.ylim(0,500)#设置y轴范围\n",
    "plt.xticks(fontsize = 15)#设置x轴刻度\n",
    "plt.yticks(fontsize = 15)#设置y轴刻度\n",
    "plt.legend(loc = 'best')#显示图例\n",
    "plt.tight_layout()#避免坐标轴重叠\n",
    "plt.show()"
   ],
   "id": "6ac45588bbccbf16",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T08:37:06.454019Z",
     "start_time": "2025-10-13T08:37:06.305926Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#条形图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "conuntries = ['中国', '美国', '日本', '印度', '法国', '英国', '德国', '意大利', '西班牙', '澳大利亚']\n",
    "population = [1439323776, 331002651, 126476461, 1380004385, 67076000, 66418196, 83711927, 31867910, 28482007, 25483077]\n",
    "plt.barh(conuntries,population,color = 'b',alpha = 0.5, label = '人口数量',height=0.8)\n",
    "for x,y in zip(conuntries,population):\n",
    "    plt.text(y,x,str(y),ha = 'left',va = 'center')\n",
    "plt.title('世界人口', fontsize = 20)\n",
    "plt.xlabel('人口数量', fontsize = 15)\n",
    "plt.ylabel('国家', fontsize = 15)\n",
    "plt.grid(axis='x',linestyle = '--',alpha = 0.5)\n",
    "plt.xlim(0,1500000000)\n",
    "plt.xticks(fontsize = 15)\n",
    "plt.yticks(fontsize = 15)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "c498fb664e483648",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 45
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T08:47:17.218536Z",
     "start_time": "2025-10-13T08:47:17.095975Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#饼图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(20, 10))\n",
    "labels = ['中国', '美国', '日本', '印度', '法国', '英国', '德国', '意大利', '西班牙', '澳大利亚']\n",
    "population = [1439323776, 331002651, 126476461, 1380004385, 67076000, 66418196, 83711927, 31867910, 28482007, 25483077]\n",
    "explode = [0.05,0,0,0.05,0,0,0,0,0,0]# explode表示将某一块饼图分离\n",
    "color = ['#FF0000','#00FF00','#0000FF','#FFFF00','#FF00FF','#00FFFF','#800000','#008000','#000080','#808000']# 颜色\n",
    "plt.pie(population,labels = labels,autopct = '%1.1f%%',shadow = False,startangle = 90,explode = explode,colors = color,wedgeprops={'width': 0.5})\n",
    "#autopct = '%1.1f%%'表示显示百分比的格式\n",
    "#shadow = False表示不显示阴影\n",
    "#startangle = 90表示起始角度为90度\n",
    "# plt.title('世界人口', fontsize = 20)\n",
    "plt.text(0,0,'世界人口',fontsize = 20,ha = 'center',va = 'center')\n",
    "plt.tight_layout()\n",
    "plt.legend(loc = 'upper right')\n",
    "plt.show()"
   ],
   "id": "3c04e1f732fd231f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 63
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T08:53:25.525245Z",
     "start_time": "2025-10-13T08:53:25.397103Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#散点图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "import random\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "x = []\n",
    "y = []\n",
    "for i in range(100):\n",
    "    a = random.randint(0,100)\n",
    "    x.append(a)\n",
    "    y.append(a + random.randint(-10,10))\n",
    "plt.scatter(x,y,s = 50,c = 'b',alpha = 0.8,label = '散点图',marker = 'o')\n",
    "plt.title('散点图', fontsize = 20)\n",
    "plt.xlabel('x轴', fontsize = 15)\n",
    "plt.ylabel('y轴', fontsize = 15)\n",
    "plt.grid(True,linestyle = '--',alpha = 0.5)\n",
    "plt.xticks(fontsize = 15)\n",
    "plt.yticks(fontsize = 15)\n",
    "plt.legend(loc = 'best')\n",
    "plt.show()"
   ],
   "id": "156374fd372f46c3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 74
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T09:05:56.436050Z",
     "start_time": "2025-10-13T09:05:56.228747Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#箱线图\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "data = {\n",
    "    '销量': [10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 105, 110, 115, 120, 125, 130, 135, 140, 145, 150, 155, 160, 165, 170, 175, 180, 185, 190, 195, 200, 205, 210, 215, 220, 225, 230, 235],\n",
    "    '价格': [5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 105, 110, 115, 120, 125, 130, 135, 140, 145, 150, 155, 160, 165, 170, 175, 180, 185, 190, 195, 200, 205, 210, 215, 220, 225, 230],\n",
    "    '评价': [4, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
    "}\n",
    "plt.boxplot(data.values(),tick_labels = data.keys(),patch_artist = True,boxprops = {'facecolor':'#FFC0CB'},flierprops = {'marker':'o','markerfacecolor':'#FF0000'})\n",
    "plt.title('箱线图', fontsize = 20)\n",
    "plt.grid(True,linestyle = '--',alpha = 0.5)\n",
    "plt.xticks(fontsize = 15)\n",
    "plt.yticks(fontsize = 15)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "e6de94ecac349f94",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 87
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-13T09:16:36.893312Z",
     "start_time": "2025-10-13T09:16:36.703221Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#多个图表的绘制\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei']#设置中文字体\n",
    "plt.figure(figsize=(10, 5))\n",
    "month = ['1月', '2月', '3月', '4月', '5月', '6月', '7月', '8月', '9月', '10月', '11月', '12月']\n",
    "sales = [100, 120, 180, 200, 220, 250, 280, 300, 320, 350, 380, 400]\n",
    "f1 = plt.subplot(2,1,1)#创建子图,参数的意义为\n",
    "#第一个参数 2: 表示图形窗口中子图的行数为2行\n",
    "#第二个参数 1: 表示图形窗口中子图的列数为1列\n",
    "#第三个参数 1: 表示当前激活或选中的子图编号为第1个\n",
    "f1.bar(month,sales,label = '销售额', color = 'r', width = 0.5, alpha = 0.5)\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "f1.set_title('月销售额', fontsize = 20)\n",
    "f1.set_xlabel('月份', fontsize = 15)\n",
    "f1.set_ylabel('销售额', fontsize = 15)\n",
    "f1.grid(axis='y',linestyle = '--',alpha = 0.5)\n",
    "f1.set_ylim(0,500)\n",
    "f1.legend(loc = 'best')\n",
    "f2 = plt.subplot(2,1,2)\n",
    "f2.plot(month,sales,label = '销售额', color = 'r', alpha = 0.5)\n",
    "for x,y in zip(month,sales):\n",
    "    plt.text(x,y,str(y),ha = 'center',va = 'bottom')\n",
    "f2.set_title('月销售额', fontsize = 20)\n",
    "f2.set_xlabel('月份', fontsize = 15)\n",
    "f2.set_ylabel('销售额', fontsize = 15)\n",
    "f2.grid(\n",
    "    axis='y',\n",
    "    linestyle = '--',\n",
    "    alpha = 0.5\n",
    ")\n",
    "f2.set_ylim(0,500)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "bf62e9c8fb0a5e07",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 98
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
